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Hashing and Sorting Techniques in Database Systems
Provides an overview of hashing and sorting techniques in database management systems, focusing on their implementation and performance optimization.
Data Summarization: Minhashing and Locality-Sensitive Hashing
Explores Jaccard similarity, minhashing, and locality-sensitive hashing for data summarization.
Data Compression: Privacy-Preserving Techniques
Explores privacy-preserving data management and data summarization techniques for finding similar items.
Nearest Neighbor Search: Johnson-Lindenstrauss Lemma
Covers the Nearest Neighbor search algorithm and the Johnson-Lindenstrauss lemma for dimensionality reduction, exploring preprocessing techniques and locality-sensitive hashing.
Locality Sensitive Hashing
Explores Locality Sensitive Hashing for nearest neighbor search and submodularity in hash functions.
Randomness Extraction: Significance and Applications
Explores randomness extraction in cryptography, total variation distance, k-sources, and the Chernoff Bound theorem.
Privacy-preserving Data Management: Operations and Protocols
Explores privacy-preserving data management operations and summarization techniques for sensitive data protection.
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